{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1zwncJBdSp0ojlqCjOIoUkw （提取码：dyhb）\n",
    "\n",
    "🚀我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1\n",
    "- 显卡（GPU）：NVIDIA GeForce RTX 3080"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**如果你是一名深度学习小白可以先看看我这个专门为你写的专栏：[《小白入门深度学习》](https://blog.csdn.net/qq_38251616/category_11188161.html)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 一、设置GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    gpu0 = gpus[0] #如果有多个GPU，仅使用第0个GPU\n",
    "    tf.config.experimental.set_memory_growth(gpu0, True) #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpu0],\"GPU\")\n",
    "    \n",
    "import matplotlib.pyplot as plt\n",
    "import os,PIL,pathlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from tensorflow import keras\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")#忽略警告信息\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、导入数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 12000\n"
     ]
    }
   ],
   "source": [
    "import pathlib\n",
    "\n",
    "data_dir = \"./28-data/\"\n",
    "data_dir = pathlib.Path(data_dir)\n",
    "image_count = len(list(data_dir.glob('*/*')))\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 16\n",
    "img_height = 224\n",
    "img_width  = 224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 12000 files belonging to 15 classes.\n",
      "Using 9600 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\n",
    "通过该方法导入数据时，会同时打乱数据\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"training\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 12000 files belonging to 15 classes.\n",
      "Using 2400 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\n",
    "通过该方法导入数据时，会同时打乱数据\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"validation\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据类别有： ['Apple', 'Banana', 'Carambola', 'Guava', 'Kiwi', 'Mango', 'Orange', 'Peach', 'Pear', 'Persimmon', 'Pitaya', 'Plum', 'Pomegranate', 'Tomatoes', 'muskmelon']\n",
      "识别的水果一共15类\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(\"数据类别有：\",class_names)\n",
    "print(\"识别的水果一共%d类\"%len(class_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 检查数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16, 224, 224, 3)\n",
      "(16,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle() ：** 打乱数据。\n",
    "- **prefetch() ：** 预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache() ：** 将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "def train_preprocessing(image,label):\n",
    "    return (image/255.0,label)\n",
    "\n",
    "train_ds = (\n",
    "    train_ds.cache()\n",
    "#     .shuffle(2000)\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "#     .batch(batch_size)           # 在image_dataset_from_directory处已经设置了batch_size\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")\n",
    "\n",
    "val_ds = (\n",
    "    val_ds.cache()\n",
    "#     .shuffle(2000)\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "#     .batch(batch_size)         # 在image_dataset_from_directory处已经设置了batch_size\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))  # 图形的宽为10高为5\n",
    "plt.suptitle(\"数据展示\")\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(15):\n",
    "        plt.subplot(4, 5, i + 1)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.grid(False)\n",
    "\n",
    "        # 显示图片\n",
    "        plt.imshow(images[i])\n",
    "        # 显示标签\n",
    "        plt.xlabel(class_names[labels[i]-1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 三、构建模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这次训练的过程中我发现一个有趣的现象：当我使用复杂的网络时，训练效果不是很理想；当采用相对简单的网络时，效果反而还不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras import layers, models, Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout,BatchNormalization,Activation\n",
    "\n",
    "# 加载预训练模型\n",
    "base_model = keras.applications.ResNet50(weights='imagenet', include_top=False, input_shape=(img_width,img_height,3))\n",
    "\n",
    "for layer in base_model.layers:\n",
    "    layer.trainable = True\n",
    "    \n",
    "# Add layers at the end\n",
    "X = base_model.output\n",
    "X = Flatten()(X)\n",
    "\n",
    "X = Dense(512, kernel_initializer='he_uniform')(X)\n",
    "#X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "X = Dense(16, kernel_initializer='he_uniform')(X)\n",
    "#X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "output = Dense(len(class_names), activation='softmax')(X)\n",
    "\n",
    "model = Model(inputs=base_model.input, outputs=output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "optimizer = tf.keras.optimizers.Adam(lr=1e-4)\n",
    "\n",
    "model.compile(optimizer=optimizer,\n",
    "                loss='sparse_categorical_crossentropy',\n",
    "                metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.callbacks import ModelCheckpoint, Callback, EarlyStopping, ReduceLROnPlateau, LearningRateScheduler\n",
    "\n",
    "NO_EPOCHS = 10\n",
    "PATIENCE  = 5\n",
    "VERBOSE   = 1\n",
    "\n",
    "# 设置动态学习率\n",
    "# annealer = LearningRateScheduler(lambda x: 1e-3 * 0.99 ** (x+NO_EPOCHS))\n",
    "\n",
    "# 设置早停\n",
    "earlystopper = EarlyStopping(monitor='loss', patience=PATIENCE, verbose=VERBOSE)\n",
    "\n",
    "# \n",
    "checkpointer = ModelCheckpoint('best_model.h5',\n",
    "                                monitor='val_accuracy',\n",
    "                                verbose=VERBOSE,\n",
    "                                save_best_only=True,\n",
    "                                save_weights_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "600/600 [==============================] - 69s 102ms/step - loss: 1.1508 - accuracy: 0.9054 - val_loss: 2.5911 - val_accuracy: 0.1483\n",
      "\n",
      "Epoch 00001: val_accuracy improved from -inf to 0.14833, saving model to best_model.h5\n",
      "Epoch 2/10\n",
      "600/600 [==============================] - 50s 84ms/step - loss: 0.7271 - accuracy: 0.9951 - val_loss: 0.5249 - val_accuracy: 0.9967\n",
      "\n",
      "Epoch 00002: val_accuracy improved from 0.14833 to 0.99667, saving model to best_model.h5\n",
      "Epoch 3/10\n",
      "600/600 [==============================] - 50s 83ms/step - loss: 0.5007 - accuracy: 0.9941 - val_loss: 0.3376 - val_accuracy: 0.9954\n",
      "\n",
      "Epoch 00003: val_accuracy did not improve from 0.99667\n",
      "Epoch 4/10\n",
      "600/600 [==============================] - 51s 84ms/step - loss: 0.3329 - accuracy: 0.9980 - val_loss: 0.4379 - val_accuracy: 0.9538\n",
      "\n",
      "Epoch 00004: val_accuracy did not improve from 0.99667\n",
      "Epoch 5/10\n",
      "600/600 [==============================] - 51s 85ms/step - loss: 0.2586 - accuracy: 0.9910 - val_loss: 0.1588 - val_accuracy: 0.9962\n",
      "\n",
      "Epoch 00005: val_accuracy did not improve from 0.99667\n",
      "Epoch 6/10\n",
      "600/600 [==============================] - 50s 84ms/step - loss: 0.1732 - accuracy: 0.9959 - val_loss: 0.1171 - val_accuracy: 0.9971\n",
      "\n",
      "Epoch 00006: val_accuracy improved from 0.99667 to 0.99708, saving model to best_model.h5\n",
      "Epoch 7/10\n",
      "600/600 [==============================] - 49s 82ms/step - loss: 0.1087 - accuracy: 0.9994 - val_loss: 0.0743 - val_accuracy: 0.9975\n",
      "\n",
      "Epoch 00007: val_accuracy improved from 0.99708 to 0.99750, saving model to best_model.h5\n",
      "Epoch 8/10\n",
      "600/600 [==============================] - 50s 83ms/step - loss: 0.0849 - accuracy: 0.9978 - val_loss: 0.0879 - val_accuracy: 0.9904\n",
      "\n",
      "Epoch 00008: val_accuracy did not improve from 0.99750\n",
      "Epoch 9/10\n",
      "600/600 [==============================] - 50s 83ms/step - loss: 0.0711 - accuracy: 0.9971 - val_loss: 0.0429 - val_accuracy: 0.9983\n",
      "\n",
      "Epoch 00009: val_accuracy improved from 0.99750 to 0.99833, saving model to best_model.h5\n",
      "Epoch 10/10\n",
      "600/600 [==============================] - 50s 82ms/step - loss: 0.0620 - accuracy: 0.9955 - val_loss: 0.0283 - val_accuracy: 0.9992\n",
      "\n",
      "Epoch 00010: val_accuracy improved from 0.99833 to 0.99917, saving model to best_model.h5\n"
     ]
    }
   ],
   "source": [
    "train_model  = model.fit(train_ds,\n",
    "                  epochs=NO_EPOCHS,\n",
    "                  verbose=1,\n",
    "                  validation_data=val_ds,\n",
    "                  callbacks=[ earlystopper, checkpointer])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、评估模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 1. Accuracy与Loss图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = train_model.history['accuracy']\n",
    "val_acc = train_model.history['val_accuracy']\n",
    "\n",
    "loss = train_model.history['loss']\n",
    "val_loss = train_model.history['val_loss']\n",
    "\n",
    "epochs_range = range(len(acc))\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# 定义一个绘制混淆矩阵图的函数\n",
    "def plot_cm(labels, predictions):\n",
    "    \n",
    "    # 生成混淆矩阵\n",
    "    conf_numpy = confusion_matrix(labels, predictions)\n",
    "    # 将矩阵转化为 DataFrame\n",
    "    conf_df = pd.DataFrame(conf_numpy, index=class_names ,columns=class_names)  \n",
    "    \n",
    "    plt.figure(figsize=(8,7))\n",
    "    \n",
    "    sns.heatmap(conf_df, annot=True, fmt=\"d\", cmap=\"BuPu\")\n",
    "    \n",
    "    plt.title('混淆矩阵',fontsize=15)\n",
    "    plt.ylabel('真实值',fontsize=14)\n",
    "    plt.xlabel('预测值',fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_pre   = []\n",
    "val_label = []\n",
    "\n",
    "for images, labels in val_ds:#这里可以取部分验证数据（.take(1)）生成混淆矩阵\n",
    "    for image, label in zip(images, labels):\n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(image, 0) \n",
    "        # 使用模型预测图片中的人物\n",
    "        prediction = model.predict(img_array)\n",
    "\n",
    "        val_pre.append(class_names[np.argmax(prediction)])\n",
    "        val_label.append(class_names[label])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cm(val_label, val_pre)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 各项指标评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       Apple       1.00      0.99      0.99       162\n",
      "      Banana       1.00      1.00      1.00       169\n",
      "   Carambola       1.00      1.00      1.00       174\n",
      "       Guava       1.00      1.00      1.00       161\n",
      "        Kiwi       1.00      1.00      1.00       170\n",
      "       Mango       1.00      1.00      1.00       161\n",
      "      Orange       1.00      1.00      1.00       149\n",
      "       Peach       1.00      1.00      1.00       150\n",
      "        Pear       0.99      1.00      0.99       172\n",
      "   Persimmon       1.00      1.00      1.00       149\n",
      "      Pitaya       1.00      1.00      1.00       144\n",
      "        Plum       1.00      1.00      1.00       177\n",
      " Pomegranate       1.00      1.00      1.00       144\n",
      "    Tomatoes       1.00      1.00      1.00       166\n",
      "   muskmelon       1.00      1.00      1.00       152\n",
      "\n",
      "    accuracy                           1.00      2400\n",
      "   macro avg       1.00      1.00      1.00      2400\n",
      "weighted avg       1.00      1.00      1.00      2400\n",
      "\n",
      "Loss function: 0.028298022225499153, accuracy: 0.9991666674613953\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "def test_accuracy_report(model):\n",
    "    print(metrics.classification_report(val_label, val_pre, target_names=class_names)) \n",
    "    score = model.evaluate(val_ds, verbose=0)\n",
    "    print('Loss function: %s, accuracy:' % score[0], score[1])\n",
    "    \n",
    "test_accuracy_report(model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
